ASILO Robustness — Summary
Final-round snapshot (mean ± 95% CI)
| block |
label |
method |
round |
f1_mean |
f1_std |
ci_low |
ci_high |
bytes_cum_mean |
| heterogeneous |
fast25 |
ASILO |
99 |
0.8879 |
0.0213 |
0.8747 |
0.9011 |
65123483.8000 |
| heterogeneous |
fast25 |
DFedSAM |
99 |
0.8821 |
0.0202 |
0.8696 |
0.8946 |
78780000.0000 |
| heterogeneous |
fast25 |
DeceFL |
99 |
0.8712 |
0.0127 |
0.8633 |
0.8791 |
315120000.0000 |
| heterogeneous |
fast25 |
FedAvg |
99 |
0.8793 |
0.0228 |
0.8652 |
0.8935 |
78780000.0000 |
| heterogeneous |
fast50 |
ASILO |
99 |
0.8973 |
0.0143 |
0.8884 |
0.9062 |
59695413.1000 |
| heterogeneous |
fast50 |
DFedSAM |
99 |
0.8845 |
0.0228 |
0.8704 |
0.8986 |
78780000.0000 |
| heterogeneous |
fast50 |
DeceFL |
99 |
0.8705 |
0.0265 |
0.8541 |
0.8870 |
315120000.0000 |
| heterogeneous |
fast50 |
FedAvg |
99 |
0.8776 |
0.0161 |
0.8676 |
0.8876 |
78780000.0000 |
| homogeneous |
homogeneous |
ASILO |
99 |
0.8865 |
0.0133 |
0.8782 |
0.8947 |
81126099.3000 |
| homogeneous |
homogeneous |
DFedSAM |
99 |
0.8694 |
0.0189 |
0.8576 |
0.8811 |
78780000.0000 |
| homogeneous |
homogeneous |
DeceFL |
99 |
0.8802 |
0.0169 |
0.8697 |
0.8906 |
315120000.0000 |
| homogeneous |
homogeneous |
FedAvg |
99 |
0.8841 |
0.0147 |
0.8750 |
0.8932 |
78780000.0000 |
f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png
Communication summary (per method × condition)
| method |
condition |
edges |
sent_events |
recv_events |
total_bytes |
| ASILO |
fast25 |
189 |
3540 |
3539 |
19096712 |
| ASILO |
fast50 |
186 |
3238 |
3238 |
17474172 |
| DFedSAM |
fast25 |
30 |
30000 |
30000 |
62400000 |
| DFedSAM |
fast50 |
30 |
30000 |
30000 |
62400000 |
| DeceFL |
fast25 |
60 |
120000 |
60000 |
187200000 |
| DeceFL |
fast50 |
60 |
120000 |
60000 |
187200000 |
| FedAvg |
fast25 |
30 |
44812 |
30000 |
77804480 |
| FedAvg |
fast50 |
30 |
44811 |
30000 |
77803440 |
Communication Graphs
ASILO
ASILO — fast25
ASILO — fast50FedAvg
FedAvg — fast25
FedAvg — fast50DFedSAM
DFedSAM — fast25
DFedSAM — fast50DeceFL
DeceFL — fast25
DeceFL — fast50Effective Contribution Graphs
ASILO
ASILO — fast25
ASILO — fast50